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Thermodynamic model of gene regulation for the Or59b olfactory receptor in Drosophila
Complex eukaryotic promoters normally contain multiple cis-regulatory sequences for different transcription factors (TFs). The binding patterns of the TFs to these sites, as well as the way the TFs interact with each other and with the RNA polymerase (RNAp), lead to combinatorial problems rarely und...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6353224/ https://www.ncbi.nlm.nih.gov/pubmed/30653495 http://dx.doi.org/10.1371/journal.pcbi.1006709 |
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author | González, Alejandra Jafari, Shadi Zenere, Alberto Alenius, Mattias Altafini, Claudio |
author_facet | González, Alejandra Jafari, Shadi Zenere, Alberto Alenius, Mattias Altafini, Claudio |
author_sort | González, Alejandra |
collection | PubMed |
description | Complex eukaryotic promoters normally contain multiple cis-regulatory sequences for different transcription factors (TFs). The binding patterns of the TFs to these sites, as well as the way the TFs interact with each other and with the RNA polymerase (RNAp), lead to combinatorial problems rarely understood in detail, especially under varying epigenetic conditions. The aim of this paper is to build a model describing how the main regulatory cluster of the olfactory receptor Or59b drives transcription of this gene in Drosophila. The cluster-driven expression of this gene is represented as the equilibrium probability of RNAp being bound to the promoter region, using a statistical thermodynamic approach. The RNAp equilibrium probability is computed in terms of the occupancy probabilities of the single TFs of the cluster to the corresponding binding sites, and of the interaction rules among TFs and RNAp, using experimental data of Or59b expression to tune the model parameters. The model reproduces correctly the changes in RNAp binding probability induced by various mutation of specific sites and epigenetic modifications. Some of its predictions have also been validated in novel experiments. |
format | Online Article Text |
id | pubmed-6353224 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-63532242019-02-15 Thermodynamic model of gene regulation for the Or59b olfactory receptor in Drosophila González, Alejandra Jafari, Shadi Zenere, Alberto Alenius, Mattias Altafini, Claudio PLoS Comput Biol Research Article Complex eukaryotic promoters normally contain multiple cis-regulatory sequences for different transcription factors (TFs). The binding patterns of the TFs to these sites, as well as the way the TFs interact with each other and with the RNA polymerase (RNAp), lead to combinatorial problems rarely understood in detail, especially under varying epigenetic conditions. The aim of this paper is to build a model describing how the main regulatory cluster of the olfactory receptor Or59b drives transcription of this gene in Drosophila. The cluster-driven expression of this gene is represented as the equilibrium probability of RNAp being bound to the promoter region, using a statistical thermodynamic approach. The RNAp equilibrium probability is computed in terms of the occupancy probabilities of the single TFs of the cluster to the corresponding binding sites, and of the interaction rules among TFs and RNAp, using experimental data of Or59b expression to tune the model parameters. The model reproduces correctly the changes in RNAp binding probability induced by various mutation of specific sites and epigenetic modifications. Some of its predictions have also been validated in novel experiments. Public Library of Science 2019-01-17 /pmc/articles/PMC6353224/ /pubmed/30653495 http://dx.doi.org/10.1371/journal.pcbi.1006709 Text en © 2019 González et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article González, Alejandra Jafari, Shadi Zenere, Alberto Alenius, Mattias Altafini, Claudio Thermodynamic model of gene regulation for the Or59b olfactory receptor in Drosophila |
title | Thermodynamic model of gene regulation for the Or59b olfactory receptor in Drosophila |
title_full | Thermodynamic model of gene regulation for the Or59b olfactory receptor in Drosophila |
title_fullStr | Thermodynamic model of gene regulation for the Or59b olfactory receptor in Drosophila |
title_full_unstemmed | Thermodynamic model of gene regulation for the Or59b olfactory receptor in Drosophila |
title_short | Thermodynamic model of gene regulation for the Or59b olfactory receptor in Drosophila |
title_sort | thermodynamic model of gene regulation for the or59b olfactory receptor in drosophila |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6353224/ https://www.ncbi.nlm.nih.gov/pubmed/30653495 http://dx.doi.org/10.1371/journal.pcbi.1006709 |
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